This repository provides a PyTorch reimplementation of Mask R-CNN, a deep learning model that generates bounding boxes and segmentation masks for object instances in images. Based on Feature Pyramid Network (FPN) with a ResNet101 backbone, it extends Faster R-CNN with an additional branch for predicting segmentation masks. The implementation is largely derived from Matterport’s original Keras/TensorFlow version.